Distributed Generation Management in Smart Grid with the Participation of Electric Vehicles with Respect to the Vehicle Owners' Opinion by Using the Imperialist Competitive Algorithm

被引:32
作者
Shokouhandeh, Hassan [1 ]
Kamarposhti, Mehrdad Ahmadi [2 ]
Asghari, Fariba [3 ]
Colak, Ilhami [4 ]
Eguchi, Kei [5 ]
机构
[1] Semnan Univ, Dept Elect Engn, Semnan 3513119111, Iran
[2] Islamic Azad Univ, Dept Elect Engn, Jouybar Branch, Jouybar 4776186131, Iran
[3] Islamic Azad Univ, Dept Elect Engn, Ilam Branch, Ilam 6134937333, Iran
[4] Nisantasi Univ, Fac Engn & Architectures, Dept Elect & Elect Engn, TR-25370 Istanbul, Turkey
[5] Fukuoka Inst Technol, Dept Informat Elect, Fukuoka 8110295, Japan
关键词
power management; smart grid; electric vehicles; vehicle owners' opinion; Imperialist Competitive Algorithm; CONVEX COMBINATION; SHARP BOUNDS; TERMS; INEQUALITIES; CONCAVITY; STRATEGY;
D O I
10.3390/su14084770
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
In this paper, a modified version of Imperialist Competitive Algorithm (ICA) is proposed for the optimal energy management of a Microgrid (MG) with Parking Lots (PL) and Distributed Generation (DG) units. A 24-h scheduling for participation in DG units and electric vehicles PLs in two scenarios is done. The PLs are divided into seven group that each group has different trip behavior. Therefore, energy management should be done in such a way as to minimize operating costs according to the charging status of electric vehicles as well as the production capacity of distributed generation sources. Finally, the results of the two scenarios are reviewed separately and compared. The simulation results proved the effectiveness of the proposed method. The MG operation cost is decreased about 63%. Also, the optimization results. The optimization results by the proposed ICA algorithm are compared with the results of genetic algorithm (GA) and particle swarming optimization (PSO) algorithms. The optimization results confirm better performance of the proposed algorithm compared to GA and PSO algorithms.
引用
收藏
页数:17
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